Overview
Brought to you by YData
Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 690 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.4 KiB |
| Average record size in memory | 128.2 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 7 |
A8 is highly overall correlated with Class | High correlation |
Class is highly overall correlated with A8 | High correlation |
A12 is highly imbalanced (68.4%) | Imbalance |
CustomerID has unique values | Unique |
A3 has 19 (2.8%) zeros | Zeros |
A7 has 70 (10.1%) zeros | Zeros |
A10 has 395 (57.2%) zeros | Zeros |
A13 has 132 (19.1%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-11 00:05:58.358643 |
|---|---|
| Analysis finished | 2025-03-11 00:06:05.595870 |
| Duration | 7.24 seconds |
| Software version | ydata-profiling vv4.13.0 |
| Download configuration | config.json |
Variables
CustomerID
Real number (ℝ)
Unique 
| Distinct | 690 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15690471 |
| Minimum | 15565714 |
|---|---|
| Maximum | 15815443 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 15565714 |
|---|---|
| 5-th percentile | 15577630 |
| Q1 | 15631687 |
| median | 15690161 |
| Q3 | 15751896 |
| 95-th percentile | 15801459 |
| Maximum | 15815443 |
| Range | 249729 |
| Interquartile range (IQR) | 120209 |
Descriptive statistics
| Standard deviation | 71506.474 |
|---|---|
| Coefficient of variation (CV) | 0.0045573186 |
| Kurtosis | -1.161133 |
| Mean | 15690471 |
| Median Absolute Deviation (MAD) | 60397.5 |
| Skewness | -0.0029982826 |
| Sum | 1.0826425 × 1010 |
| Variance | 5.1131758 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15592412 | 1 | 0.1% |
| 15776156 | 1 | 0.1% |
| 15699294 | 1 | 0.1% |
| 15615296 | 1 | 0.1% |
| 15711759 | 1 | 0.1% |
| 15672357 | 1 | 0.1% |
| 15611794 | 1 | 0.1% |
| 15606554 | 1 | 0.1% |
| 15813192 | 1 | 0.1% |
| 15730150 | 1 | 0.1% |
| Other values (680) | 680 |
| Value | Count | Frequency (%) |
| 15565714 | 1 | |
| 15565996 | 1 | |
| 15566495 | 1 | |
| 15567834 | 1 | |
| 15567839 | 1 | |
| 15567860 | 1 | |
| 15567919 | 1 | |
| 15568162 | 1 | |
| 15568469 | 1 | |
| 15568819 | 1 |
| Value | Count | Frequency (%) |
| 15815443 | 1 | |
| 15815271 | 1 | |
| 15815095 | 1 | |
| 15815040 | 1 | |
| 15814116 | 1 | |
| 15813718 | 1 | |
| 15813363 | 1 | |
| 15813192 | 1 | |
| 15812918 | 1 | |
| 15812766 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 468 | |
| 0 | 222 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 468 | |
| 0 | 222 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 468 | |
| 0 | 222 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 468 | |
| 0 | 222 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 468 | |
| 0 | 222 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 468 | |
| 0 | 222 |
A2
Real number (ℝ)
| Distinct | 350 |
|---|---|
| Distinct (%) | 50.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.568203 |
| Minimum | 13.75 |
|---|---|
| Maximum | 80.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 13.75 |
|---|---|
| 5-th percentile | 17.956 |
| Q1 | 22.67 |
| median | 28.625 |
| Q3 | 37.7075 |
| 95-th percentile | 56.231 |
| Maximum | 80.25 |
| Range | 66.5 |
| Interquartile range (IQR) | 15.0375 |
Descriptive statistics
| Standard deviation | 11.853273 |
|---|---|
| Coefficient of variation (CV) | 0.37548139 |
| Kurtosis | 1.1920586 |
| Mean | 31.568203 |
| Median Absolute Deviation (MAD) | 6.795 |
| Skewness | 1.155935 |
| Sum | 21782.06 |
| Variance | 140.50008 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31.57 | 12 | 1.7% |
| 22.67 | 9 | 1.3% |
| 20.42 | 7 | 1.0% |
| 25 | 6 | 0.9% |
| 19.17 | 6 | 0.9% |
| 20.67 | 6 | 0.9% |
| 23.58 | 6 | 0.9% |
| 18.83 | 6 | 0.9% |
| 24.5 | 6 | 0.9% |
| 22.5 | 6 | 0.9% |
| Other values (340) | 620 |
| Value | Count | Frequency (%) |
| 13.75 | 1 | 0.1% |
| 15.17 | 1 | 0.1% |
| 15.75 | 1 | 0.1% |
| 15.83 | 2 | |
| 15.92 | 1 | 0.1% |
| 16 | 2 | |
| 16.08 | 2 | |
| 16.17 | 1 | 0.1% |
| 16.25 | 2 | |
| 16.33 | 3 |
| Value | Count | Frequency (%) |
| 80.25 | 1 | |
| 76.75 | 1 | |
| 74.83 | 1 | |
| 73.42 | 1 | |
| 71.58 | 1 | |
| 69.5 | 1 | |
| 69.17 | 1 | |
| 68.67 | 1 | |
| 67.75 | 1 | |
| 65.42 | 1 |
A3
Real number (ℝ)
Zeros 
| Distinct | 215 |
|---|---|
| Distinct (%) | 31.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.7587246 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 19 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.165 |
| Q1 | 1 |
| median | 2.75 |
| Q3 | 7.2075 |
| 95-th percentile | 14 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 6.2075 |
Descriptive statistics
| Standard deviation | 4.9781632 |
|---|---|
| Coefficient of variation (CV) | 1.0461129 |
| Kurtosis | 2.2740219 |
| Mean | 4.7587246 |
| Median Absolute Deviation (MAD) | 2.21 |
| Skewness | 1.4888131 |
| Sum | 3283.52 |
| Variance | 24.782109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.5 | 21 | 3.0% |
| 3 | 19 | 2.8% |
| 2.5 | 19 | 2.8% |
| 0 | 19 | 2.8% |
| 0.75 | 16 | 2.3% |
| 1.25 | 16 | 2.3% |
| 0.5 | 15 | 2.2% |
| 5 | 14 | 2.0% |
| 6.5 | 12 | 1.7% |
| 4 | 12 | 1.7% |
| Other values (205) | 527 |
| Value | Count | Frequency (%) |
| 0 | 19 | |
| 0.04 | 5 | 0.7% |
| 0.08 | 1 | 0.1% |
| 0.085 | 1 | 0.1% |
| 0.125 | 5 | 0.7% |
| 0.165 | 8 | |
| 0.17 | 1 | 0.1% |
| 0.205 | 3 | 0.4% |
| 0.21 | 3 | 0.4% |
| 0.25 | 6 | 0.9% |
| Value | Count | Frequency (%) |
| 28 | 1 | |
| 26.335 | 1 | |
| 25.21 | 1 | |
| 25.125 | 1 | |
| 25.085 | 1 | |
| 22.29 | 1 | |
| 22 | 1 | |
| 21.5 | 1 | |
| 21 | 1 | |
| 20 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 525 | |
| 1 | 163 | 23.6% |
| 3 | 2 | 0.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 525 | |
| 1 | 163 | 23.6% |
| 3 | 2 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 525 | |
| 1 | 163 | 23.6% |
| 3 | 2 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 525 | |
| 1 | 163 | 23.6% |
| 3 | 2 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 525 | |
| 1 | 163 | 23.6% |
| 3 | 2 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 525 | |
| 1 | 163 | 23.6% |
| 3 | 2 | 0.3% |
A5
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3724638 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 8 |
| Q3 | 10 |
| 95-th percentile | 14 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.6832648 |
|---|---|
| Coefficient of variation (CV) | 0.49959754 |
| Kurtosis | -0.84904258 |
| Mean | 7.3724638 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.069190475 |
| Sum | 5087 |
| Variance | 13.566439 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 146 | |
| 11 | 78 | |
| 9 | 64 | |
| 3 | 59 | |
| 6 | 54 | 7.8% |
| 1 | 53 | 7.7% |
| 4 | 51 | 7.4% |
| 13 | 41 | 5.9% |
| 7 | 38 | 5.5% |
| 14 | 38 | 5.5% |
| Other values (4) | 68 |
| Value | Count | Frequency (%) |
| 1 | 53 | 7.7% |
| 2 | 30 | 4.3% |
| 3 | 59 | |
| 4 | 51 | 7.4% |
| 5 | 10 | 1.4% |
| 6 | 54 | 7.8% |
| 7 | 38 | 5.5% |
| 8 | 146 | |
| 9 | 64 | |
| 10 | 25 | 3.6% |
| Value | Count | Frequency (%) |
| 14 | 38 | 5.5% |
| 13 | 41 | 5.9% |
| 12 | 3 | 0.4% |
| 11 | 78 | |
| 10 | 25 | 3.6% |
| 9 | 64 | |
| 8 | 146 | |
| 7 | 38 | 5.5% |
| 6 | 54 | 7.8% |
| 5 | 10 | 1.4% |
A6
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.6927536 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.9923161 |
|---|---|
| Coefficient of variation (CV) | 0.4245516 |
| Kurtosis | -0.17813233 |
| Mean | 4.6927536 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.46841183 |
| Sum | 3238 |
| Variance | 3.9693233 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 408 | |
| 8 | 138 | 20.0% |
| 5 | 59 | 8.6% |
| 1 | 57 | 8.3% |
| 3 | 8 | 1.2% |
| 9 | 8 | 1.2% |
| 2 | 6 | 0.9% |
| 7 | 6 | 0.9% |
| Value | Count | Frequency (%) |
| 1 | 57 | 8.3% |
| 2 | 6 | 0.9% |
| 3 | 8 | 1.2% |
| 4 | 408 | |
| 5 | 59 | 8.6% |
| 7 | 6 | 0.9% |
| 8 | 138 | 20.0% |
| 9 | 8 | 1.2% |
| Value | Count | Frequency (%) |
| 9 | 8 | 1.2% |
| 8 | 138 | 20.0% |
| 7 | 6 | 0.9% |
| 5 | 59 | 8.6% |
| 4 | 408 | |
| 3 | 8 | 1.2% |
| 2 | 6 | 0.9% |
| 1 | 57 | 8.3% |
A7
Real number (ℝ)
Zeros 
| Distinct | 132 |
|---|---|
| Distinct (%) | 19.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2234058 |
| Minimum | 0 |
|---|---|
| Maximum | 28.5 |
| Zeros | 70 |
| Zeros (%) | 10.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.165 |
| median | 1 |
| Q3 | 2.625 |
| 95-th percentile | 8.56875 |
| Maximum | 28.5 |
| Range | 28.5 |
| Interquartile range (IQR) | 2.46 |
Descriptive statistics
| Standard deviation | 3.3465134 |
|---|---|
| Coefficient of variation (CV) | 1.5051294 |
| Kurtosis | 11.200192 |
| Mean | 2.2234058 |
| Median Absolute Deviation (MAD) | 0.915 |
| Skewness | 2.8913304 |
| Sum | 1534.15 |
| Variance | 11.199152 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 70 | 10.1% |
| 0.25 | 35 | 5.1% |
| 0.04 | 33 | 4.8% |
| 1 | 31 | 4.5% |
| 0.125 | 30 | 4.3% |
| 0.5 | 28 | 4.1% |
| 0.085 | 26 | 3.8% |
| 1.5 | 25 | 3.6% |
| 0.165 | 22 | 3.2% |
| 2.5 | 17 | 2.5% |
| Other values (122) | 373 |
| Value | Count | Frequency (%) |
| 0 | 70 | |
| 0.04 | 33 | |
| 0.085 | 26 | 3.8% |
| 0.125 | 30 | |
| 0.165 | 22 | 3.2% |
| 0.21 | 6 | 0.9% |
| 0.25 | 35 | |
| 0.29 | 12 | 1.7% |
| 0.335 | 5 | 0.7% |
| 0.375 | 7 | 1.0% |
| Value | Count | Frequency (%) |
| 28.5 | 1 | 0.1% |
| 20 | 2 | |
| 18 | 1 | 0.1% |
| 17.5 | 1 | 0.1% |
| 16 | 1 | 0.1% |
| 15.5 | 1 | 0.1% |
| 15 | 3 | |
| 14.415 | 1 | 0.1% |
| 14 | 3 | |
| 13.875 | 2 |
A8
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 33.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 361 | |
| 0 | 329 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 361 | |
| 0 | 329 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 361 | |
| 0 | 329 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 361 | |
| 0 | 329 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 361 | |
| 0 | 329 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 361 | |
| 0 | 329 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 395 | |
| 1 | 295 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 395 | |
| 1 | 295 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 395 | |
| 1 | 295 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 395 | |
| 1 | 295 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 395 | |
| 1 | 295 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 395 | |
| 1 | 295 |
A10
Real number (ℝ)
Zeros 
| Distinct | 23 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4 |
| Minimum | 0 |
|---|---|
| Maximum | 67 |
| Zeros | 395 |
| Zeros (%) | 57.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 11 |
| Maximum | 67 |
| Range | 67 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 4.86294 |
|---|---|
| Coefficient of variation (CV) | 2.026225 |
| Kurtosis | 50.829431 |
| Mean | 2.4 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.1525199 |
| Sum | 1656 |
| Variance | 23.648186 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 395 | |
| 1 | 71 | 10.3% |
| 2 | 45 | 6.5% |
| 3 | 28 | 4.1% |
| 6 | 23 | 3.3% |
| 11 | 19 | 2.8% |
| 5 | 18 | 2.6% |
| 7 | 16 | 2.3% |
| 4 | 15 | 2.2% |
| 9 | 10 | 1.4% |
| Other values (13) | 50 | 7.2% |
| Value | Count | Frequency (%) |
| 0 | 395 | |
| 1 | 71 | 10.3% |
| 2 | 45 | 6.5% |
| 3 | 28 | 4.1% |
| 4 | 15 | 2.2% |
| 5 | 18 | 2.6% |
| 6 | 23 | 3.3% |
| 7 | 16 | 2.3% |
| 8 | 10 | 1.4% |
| 9 | 10 | 1.4% |
| Value | Count | Frequency (%) |
| 67 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 23 | 1 | 0.1% |
| 20 | 2 | 0.3% |
| 19 | 1 | 0.1% |
| 17 | 2 | 0.3% |
| 16 | 3 | 0.4% |
| 15 | 4 | |
| 14 | 8 | |
| 13 | 1 | 0.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 374 | |
| 1 | 316 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 374 | |
| 1 | 316 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 374 | |
| 1 | 316 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 374 | |
| 1 | 316 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 374 | |
| 1 | 316 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 374 | |
| 1 | 316 |
A12
Categorical
Imbalance 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 33.8 KiB |
| 2 | |
|---|---|
| 1 | 57 |
| 3 | 8 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 625 | |
| 1 | 57 | 8.3% |
| 3 | 8 | 1.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 625 | |
| 1 | 57 | 8.3% |
| 3 | 8 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 625 | |
| 1 | 57 | 8.3% |
| 3 | 8 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 625 | |
| 1 | 57 | 8.3% |
| 3 | 8 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 625 | |
| 1 | 57 | 8.3% |
| 3 | 8 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 625 | |
| 1 | 57 | 8.3% |
| 3 | 8 | 1.2% |
A13
Real number (ℝ)
Zeros 
| Distinct | 171 |
|---|---|
| Distinct (%) | 24.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 184.01449 |
| Minimum | 0 |
|---|---|
| Maximum | 2000 |
| Zeros | 132 |
| Zeros (%) | 19.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 80 |
| median | 160 |
| Q3 | 272 |
| 95-th percentile | 460 |
| Maximum | 2000 |
| Range | 2000 |
| Interquartile range (IQR) | 192 |
Descriptive statistics
| Standard deviation | 172.15927 |
|---|---|
| Coefficient of variation (CV) | 0.93557454 |
| Kurtosis | 19.926698 |
| Mean | 184.01449 |
| Median Absolute Deviation (MAD) | 100 |
| Skewness | 2.7499117 |
| Sum | 126970 |
| Variance | 29638.815 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 132 | |
| 120 | 35 | 5.1% |
| 200 | 35 | 5.1% |
| 160 | 34 | 4.9% |
| 80 | 30 | 4.3% |
| 100 | 30 | 4.3% |
| 280 | 22 | 3.2% |
| 180 | 18 | 2.6% |
| 140 | 16 | 2.3% |
| 320 | 14 | 2.0% |
| Other values (161) | 324 |
| Value | Count | Frequency (%) |
| 0 | 132 | |
| 17 | 1 | 0.1% |
| 20 | 2 | 0.3% |
| 21 | 1 | 0.1% |
| 22 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| 29 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 32 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2000 | 1 | |
| 1160 | 1 | |
| 980 | 1 | |
| 928 | 1 | |
| 840 | 1 | |
| 760 | 1 | |
| 720 | 2 | |
| 711 | 1 | |
| 680 | 1 | |
| 640 | 1 |
A14
Real number (ℝ)
| Distinct | 240 |
|---|---|
| Distinct (%) | 34.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1018.3855 |
| Minimum | 1 |
|---|---|
| Maximum | 100001 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 6 |
| Q3 | 396.5 |
| 95-th percentile | 4120.4 |
| Maximum | 100001 |
| Range | 100000 |
| Interquartile range (IQR) | 395.5 |
Descriptive statistics
| Standard deviation | 5210.1026 |
|---|---|
| Coefficient of variation (CV) | 5.1160416 |
| Kurtosis | 214.66997 |
| Mean | 1018.3855 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 13.140655 |
| Sum | 702686 |
| Variance | 27145169 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 295 | |
| 2 | 29 | 4.2% |
| 501 | 10 | 1.4% |
| 1001 | 10 | 1.4% |
| 3 | 9 | 1.3% |
| 301 | 8 | 1.2% |
| 6 | 8 | 1.2% |
| 7 | 8 | 1.2% |
| 201 | 6 | 0.9% |
| 4 | 6 | 0.9% |
| Other values (230) | 301 |
| Value | Count | Frequency (%) |
| 1 | 295 | |
| 2 | 29 | 4.2% |
| 3 | 9 | 1.3% |
| 4 | 6 | 0.9% |
| 5 | 5 | 0.7% |
| 6 | 8 | 1.2% |
| 7 | 8 | 1.2% |
| 8 | 4 | 0.6% |
| 9 | 2 | 0.3% |
| 10 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 100001 | 1 | |
| 51101 | 1 | |
| 50001 | 1 | |
| 31286 | 1 | |
| 26727 | 1 | |
| 18028 | 1 | |
| 15109 | 1 | |
| 15001 | 1 | |
| 13213 | 1 | |
| 11203 | 1 |
Class
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 33.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 383 | |
| 1 | 307 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 383 | |
| 1 | 307 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 383 | |
| 1 | 307 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 383 | |
| 1 | 307 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 383 | |
| 1 | 307 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 690 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 383 | |
| 1 | 307 |
Interactions
Correlations
| A1 | A10 | A11 | A12 | A13 | A14 | A2 | A3 | A4 | A5 | A6 | A7 | A8 | A9 | Class | CustomerID | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| A1 | 1.000 | 0.000 | 0.034 | 0.051 | 0.107 | 0.003 | 0.073 | 0.057 | 0.035 | 0.287 | 0.165 | 0.014 | 0.000 | 0.047 | 0.000 | 0.000 |
| A10 | 0.000 | 1.000 | 0.085 | 0.000 | -0.134 | 0.427 | 0.118 | 0.204 | 0.071 | 0.223 | 0.100 | 0.315 | 0.338 | 0.455 | 0.370 | 0.014 |
| A11 | 0.034 | 0.085 | 1.000 | 0.052 | 0.176 | 0.010 | 0.095 | 0.100 | 0.024 | 0.067 | 0.115 | 0.119 | 0.080 | 0.000 | 0.000 | 0.129 |
| A12 | 0.051 | 0.000 | 0.052 | 1.000 | 0.084 | 0.233 | 0.060 | 0.100 | 0.182 | 0.186 | 0.091 | 0.000 | 0.139 | 0.243 | 0.102 | 0.031 |
| A13 | 0.107 | -0.134 | 0.176 | 0.084 | 1.000 | -0.065 | -0.009 | -0.294 | 0.056 | 0.058 | 0.081 | -0.037 | 0.047 | 0.000 | 0.030 | -0.029 |
| A14 | 0.003 | 0.427 | 0.010 | 0.233 | -0.065 | 1.000 | 0.040 | 0.106 | 0.493 | 0.120 | 0.067 | 0.087 | 0.087 | 0.013 | 0.116 | 0.023 |
| A2 | 0.073 | 0.118 | 0.095 | 0.060 | -0.009 | 0.040 | 1.000 | 0.115 | 0.064 | -0.058 | 0.093 | 0.256 | 0.217 | 0.106 | 0.159 | 0.013 |
| A3 | 0.057 | 0.204 | 0.100 | 0.100 | -0.294 | 0.106 | 0.115 | 1.000 | 0.220 | 0.050 | 0.105 | 0.266 | 0.237 | 0.168 | 0.222 | 0.054 |
| A4 | 0.035 | 0.071 | 0.024 | 0.182 | 0.056 | 0.493 | 0.064 | 0.220 | 1.000 | 0.069 | 0.200 | 0.130 | 0.141 | 0.170 | 0.189 | 0.000 |
| A5 | 0.287 | 0.223 | 0.067 | 0.186 | 0.058 | 0.120 | -0.058 | 0.050 | 0.069 | 1.000 | 0.328 | 0.237 | 0.297 | 0.233 | 0.355 | -0.056 |
| A6 | 0.165 | 0.100 | 0.115 | 0.091 | 0.081 | 0.067 | 0.093 | 0.105 | 0.200 | 0.328 | 1.000 | 0.329 | 0.251 | 0.067 | 0.235 | -0.044 |
| A7 | 0.014 | 0.315 | 0.119 | 0.000 | -0.037 | 0.087 | 0.256 | 0.266 | 0.130 | 0.237 | 0.329 | 1.000 | 0.294 | 0.171 | 0.279 | 0.052 |
| A8 | 0.000 | 0.338 | 0.080 | 0.139 | 0.047 | 0.087 | 0.217 | 0.237 | 0.141 | 0.297 | 0.251 | 0.294 | 1.000 | 0.428 | 0.717 | 0.106 |
| A9 | 0.047 | 0.455 | 0.000 | 0.243 | 0.000 | 0.013 | 0.106 | 0.168 | 0.170 | 0.233 | 0.067 | 0.171 | 0.428 | 1.000 | 0.454 | 0.000 |
| Class | 0.000 | 0.370 | 0.000 | 0.102 | 0.030 | 0.116 | 0.159 | 0.222 | 0.189 | 0.355 | 0.235 | 0.279 | 0.717 | 0.454 | 1.000 | 0.031 |
| CustomerID | 0.000 | 0.014 | 0.129 | 0.031 | -0.029 | 0.023 | 0.013 | 0.054 | 0.000 | -0.056 | -0.044 | 0.052 | 0.106 | 0.000 | 0.031 | 1.000 |
Missing values
Sample
| CustomerID | A1 | A2 | A3 | A4 | A5 | A6 | A7 | A8 | A9 | A10 | A11 | A12 | A13 | A14 | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 15776156 | 1 | 22.08 | 11.460 | 2 | 4 | 4 | 1.585 | 0 | 0 | 0 | 1 | 2 | 100 | 1213 | 0 |
| 1 | 15739548 | 0 | 22.67 | 7.000 | 2 | 8 | 4 | 0.165 | 0 | 0 | 0 | 0 | 2 | 160 | 1 | 0 |
| 2 | 15662854 | 0 | 29.58 | 1.750 | 1 | 4 | 4 | 1.250 | 0 | 0 | 0 | 1 | 2 | 280 | 1 | 0 |
| 3 | 15687688 | 0 | 21.67 | 11.500 | 1 | 5 | 3 | 0.000 | 1 | 1 | 11 | 1 | 2 | 0 | 1 | 1 |
| 4 | 15715750 | 1 | 20.17 | 8.170 | 2 | 6 | 4 | 1.960 | 1 | 1 | 14 | 0 | 2 | 60 | 159 | 1 |
| 5 | 15571121 | 0 | 15.83 | 0.585 | 2 | 8 | 8 | 1.500 | 1 | 1 | 2 | 0 | 2 | 100 | 1 | 1 |
| 6 | 15726466 | 1 | 17.42 | 6.500 | 2 | 3 | 4 | 0.125 | 0 | 0 | 0 | 0 | 2 | 60 | 101 | 0 |
| 7 | 15660390 | 0 | 58.67 | 4.460 | 2 | 11 | 8 | 3.040 | 1 | 1 | 6 | 0 | 2 | 43 | 561 | 1 |
| 8 | 15663942 | 1 | 27.83 | 1.000 | 1 | 2 | 8 | 3.000 | 0 | 0 | 0 | 0 | 2 | 176 | 538 | 0 |
| 9 | 15638610 | 0 | 55.75 | 7.080 | 2 | 4 | 8 | 6.750 | 1 | 1 | 3 | 1 | 2 | 100 | 51 | 0 |
| CustomerID | A1 | A2 | A3 | A4 | A5 | A6 | A7 | A8 | A9 | A10 | A11 | A12 | A13 | A14 | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 680 | 15790689 | 1 | 21.17 | 0.000 | 2 | 8 | 4 | 0.500 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 |
| 681 | 15665181 | 1 | 35.25 | 16.500 | 1 | 8 | 4 | 4.000 | 1 | 0 | 0 | 0 | 2 | 80 | 1 | 0 |
| 682 | 15633608 | 0 | 22.92 | 11.585 | 2 | 13 | 4 | 0.040 | 1 | 0 | 0 | 0 | 2 | 80 | 1350 | 1 |
| 683 | 15805261 | 0 | 48.17 | 1.335 | 2 | 3 | 7 | 0.335 | 0 | 0 | 0 | 0 | 2 | 0 | 121 | 0 |
| 684 | 15740356 | 1 | 43.00 | 0.290 | 1 | 13 | 8 | 1.750 | 1 | 1 | 8 | 0 | 2 | 100 | 376 | 1 |
| 685 | 15808223 | 1 | 31.57 | 10.500 | 2 | 14 | 4 | 6.500 | 1 | 0 | 0 | 0 | 2 | 0 | 1 | 1 |
| 686 | 15769980 | 1 | 20.67 | 0.415 | 2 | 8 | 4 | 0.125 | 0 | 0 | 0 | 0 | 2 | 0 | 45 | 0 |
| 687 | 15675450 | 0 | 18.83 | 9.540 | 2 | 6 | 4 | 0.085 | 1 | 0 | 0 | 0 | 2 | 100 | 1 | 1 |
| 688 | 15776494 | 0 | 27.42 | 14.500 | 2 | 14 | 8 | 3.085 | 1 | 1 | 1 | 0 | 2 | 120 | 12 | 1 |
| 689 | 15592412 | 1 | 41.00 | 0.040 | 2 | 10 | 4 | 0.040 | 0 | 1 | 1 | 0 | 1 | 560 | 1 | 1 |